diff --git a/src/inference/dev_api/openvino/runtime/icompiled_model.hpp b/src/inference/dev_api/openvino/runtime/icompiled_model.hpp
index 0e77072f787..50cc6f0ac79 100644
--- a/src/inference/dev_api/openvino/runtime/icompiled_model.hpp
+++ b/src/inference/dev_api/openvino/runtime/icompiled_model.hpp
@@ -183,6 +183,8 @@ protected:
     const std::shared_ptr<const ov::IPlugin>& get_plugin() const;
     const std::shared_ptr<ov::threading::ITaskExecutor> get_task_executor() const;
     const std::shared_ptr<ov::threading::ITaskExecutor> get_callback_executor() const;
+    void set_task_executor(const std::shared_ptr<ov::threading::ITaskExecutor> task_executor);
+    void set_callback_executor(const std::shared_ptr<ov::threading::ITaskExecutor> callback_executor);
 };
 
 }  // namespace ov
diff --git a/src/inference/src/dev/icompiled_model.cpp b/src/inference/src/dev/icompiled_model.cpp
index 08d70581448..81b55f27f99 100644
--- a/src/inference/src/dev/icompiled_model.cpp
+++ b/src/inference/src/dev/icompiled_model.cpp
@@ -102,6 +102,14 @@ const std::shared_ptr<ov::threading::ITaskExecutor> ov::ICompiledModel::get_call
     return m_callback_executor;
 }
 
+void ov::ICompiledModel::set_task_executor(const std::shared_ptr<ov::threading::ITaskExecutor> task_executor) {
+    m_task_executor = task_executor;
+}
+
+void ov::ICompiledModel::set_callback_executor(const std::shared_ptr<ov::threading::ITaskExecutor> callback_executor) {
+    m_callback_executor = callback_executor;
+}
+
 std::shared_ptr<ov::IRemoteContext> ov::ICompiledModel::get_context() const {
     if (auto wrapper = dynamic_cast<const InferenceEngine::ICompiledModelWrapper*>(this)) {
         return ov::legacy_convert::convert_remote_context(wrapper->get_executable_network()->GetContext());
diff --git a/src/inference/src/dev/preprocessing/preprocessing.cpp b/src/inference/src/dev/preprocessing/preprocessing.cpp
index 515b1e4b720..7d062221ee9 100644
--- a/src/inference/src/dev/preprocessing/preprocessing.cpp
+++ b/src/inference/src/dev/preprocessing/preprocessing.cpp
@@ -33,9 +33,12 @@ bool ov::pass::AddPreprocessing::run_on_model(const std::shared_ptr<ov::Model>&
         preproc.input(i).tensor().set_element_type(
             InferenceEngine::details::convertPrecision(input_info->getPrecision()));
 
-        std::stringstream stream;
-        stream << input_info->getLayout();
-        preproc.input(i).tensor().set_layout(ov::Layout{stream.str()});
+        if (input_info->getLayout() != InferenceEngine::Layout::BLOCKED &&
+            input_info->getLayout() != InferenceEngine::Layout::SCALAR) {
+            std::stringstream stream;
+            stream << input_info->getLayout();
+            preproc.input(i).tensor().set_layout(ov::Layout{stream.str()});
+        }
 
         // Resize
         switch (legacy_preproc.getResizeAlgorithm()) {
diff --git a/src/inference/tests/unit/add_preprocessing.cpp b/src/inference/tests/unit/add_preprocessing.cpp
new file mode 100644
index 00000000000..5f3337cd609
--- /dev/null
+++ b/src/inference/tests/unit/add_preprocessing.cpp
@@ -0,0 +1,58 @@
+// Copyright (C) 2018-2023 Intel Corporation
+// SPDX-License-Identifier: Apache-2.0
+//
+
+#include <gtest/gtest.h>
+
+#include <fstream>
+#include <memory>
+#include <sstream>
+#include <string>
+
+#include "common_test_utils/ngraph_test_utils.hpp"
+#include "common_test_utils/test_common.hpp"
+#include "dev/preprocessing/preprocessing.hpp"
+#include "openvino/runtime/common.hpp"
+
+using namespace testing;
+
+using AddPreprocessingTests = ::testing::Test;
+
+TEST_F(AddPreprocessingTests, AddPreprocessingNCDHW) {
+    auto shape = ov::Shape{3, 2, 3, 1, 2};
+    auto input = std::make_shared<ov::op::v0::Parameter>(ov::element::f32, shape);
+    auto constant = ov::op::v0::Constant::create(ov::element::f32, shape, {1});
+    auto add = std::make_shared<ov::op::v1::Add>(input, constant);
+
+    auto model = std::make_shared<ov::Model>(ov::NodeVector{add}, ov::ParameterVector{input});
+
+    ov::pass::Manager manager;
+    manager.register_pass<ov::pass::AddPreprocessing>();
+    ASSERT_NO_THROW(manager.run_passes(model));
+}
+
+TEST_F(AddPreprocessingTests, AddPreprocessingBlocked) {
+    auto shape = ov::Shape{3, 2, 3, 1, 2, 3};
+    auto input = std::make_shared<ov::op::v0::Parameter>(ov::element::f32, shape);
+    auto constant = ov::op::v0::Constant::create(ov::element::f32, shape, {1});
+    auto add = std::make_shared<ov::op::v1::Add>(input, constant);
+
+    auto model = std::make_shared<ov::Model>(ov::NodeVector{add}, ov::ParameterVector{input});
+
+    ov::pass::Manager manager;
+    manager.register_pass<ov::pass::AddPreprocessing>();
+    ASSERT_NO_THROW(manager.run_passes(model));
+}
+
+TEST_F(AddPreprocessingTests, AddPreprocessingScalar) {
+    auto shape = ov::Shape{};
+    auto input = std::make_shared<ov::op::v0::Parameter>(ov::element::f32, shape);
+    auto constant = ov::op::v0::Constant::create(ov::element::f32, shape, {1});
+    auto add = std::make_shared<ov::op::v1::Add>(input, constant);
+
+    auto model = std::make_shared<ov::Model>(ov::NodeVector{add}, ov::ParameterVector{input});
+
+    ov::pass::Manager manager;
+    manager.register_pass<ov::pass::AddPreprocessing>();
+    ASSERT_NO_THROW(manager.run_passes(model));
+}